arXiv AI By Zhongyi Li, Wan Tian, Xiang Xu, Yutian Xiao, Yikun Ban, Yijie Peng, Fuzhen Zhuang

Dual-Channel Robust Group-Relative Policy Optimization via Advantage and Sequence-Weight Estimation

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arXiv Machine Learning
Jun 5

Soft Sequence Policy Optimization

arXiv:2602. 19327v3 Announce Type: replace Abstract: A significant portion of recent research on Large Language Model (LLM) alignment focuses on developing new policy optimization methods based on Group Relative Policy Optimization (GRPO).

By Svetlana Glazyrina, Maksim Kryzhanovskiy, Roman Ischenko
arXiv AI
Jun 30

BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards

arXiv:2606. 28707v1 Announce Type: new Abstract: Critic-free reinforcement learning with verifiable rewards (RLVR), exemplified by Group Relative Policy Optimization (GRPO), avoids training a value function (critic) and reduces memory and compute overhead relative to critic-based PPO pipelines for aligning large language models.

By Yupeng Chang, Yuan Wu, Yi Chang